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dc.title | Artificial neural networks in artificial time series prediction benchmark | en |
dc.contributor.author | Sámek, David | |
dc.contributor.author | Maňas, David | |
dc.relation.ispartof | International Journal of Mathematical Models and Methods in Applied Sciences | |
dc.identifier.issn | 1998-0140 Scopus Sources, Sherpa/RoMEO, JCR | |
dc.date.issued | 2011 | |
utb.relation.volume | 5 | |
utb.relation.issue | 6 | |
dc.citation.spage | 1085 | |
dc.citation.epage | 1093 | |
dc.type | article | |
dc.language.iso | en | |
dc.relation.uri | http://www.naun.org/main/NAUN/ijmmas/20-869.pdf | |
dc.subject | artificial neural network | en |
dc.subject | benchmark | en |
dc.subject | prediction | en |
dc.subject | time series | en |
dc.description.abstract | The work is aimed to research of predicting abilities of artificial neural networks. The characteristic samples of artificial neural network types were selected to be compared in numerous simulations, while influences of key parameters are studied. The tested artificial networks are as follows: multilayered feed-forward neural network, recurrent Elman neural network, adaptive linear network and radial basis function neural network. | en |
utb.faculty | Faculty of Technology | |
utb.faculty | Faculty of Applied Informatics | |
dc.identifier.uri | http://hdl.handle.net/10563/1002673 | |
utb.identifier.rivid | RIV/70883521:28110/11:43865533!RIV12-MSM-28110___ | |
utb.identifier.rivid | RIV/70883521:28140/11:43865533!RIV12-MSM-28140___ | |
utb.identifier.obdid | 43865545 | |
utb.identifier.scopus | 2-s2.0-79960302665 | |
utb.source | j-scopus | |
dc.date.accessioned | 2012-02-10T13:15:28Z | |
dc.date.available | 2012-02-10T13:15:28Z | |
utb.contributor.internalauthor | Sámek, David | |
utb.contributor.internalauthor | Maňas, David | |
utb.fulltext.affiliation | David Samek, David Manas D. Samek is with the Department of Production Engineering, Faculty of technology, Tomas Bata University in Zlin, nam. T. G. Masaryka 5555, 760 01 Zlin Czech Republic (phone: +420-576-035-157; fax: +420-576-035-176; e-mail: [email protected]). D. Manas is with the Department of Production Engineering, Faculty of technology, Tomas Bata University in Zlin, nam. T. G. Masaryka 5555, 760 01 Zlin Czech Republic (e-mail: [email protected]). | |
utb.fulltext.dates | Manuscript received June 27, 2011 Revised version received June 30, 2011 | |
utb.fulltext.sponsorship | This work is financially supported by the Ministry of Education, Youth and Sports of the Czech Republic under the Research Plan No. MSM 7088352102 and by the European Regional Development Fund under the project CEBIA-Tech No. CZ.1.05/2.1.00/03.0089. | |
utb.fulltext.projects | MSM 7088352102 | |
utb.fulltext.projects | CZ.1.05/2.1.00/03.0089 | |
utb.fulltext.faculty | Faculty of Technology | |
utb.fulltext.ou | Department of Production Engineering |